{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook is similar to IsolationForest.ipynb in that it demonstrates a use case of the EIF. However, unlike the other notebook, we demonstrate a use case for three dimensional data. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "# Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "hidden": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from scipy.stats import multivariate_normal\n",
    "import random as rn\n",
    "import eif as iso\n",
    "import seaborn as sb\n",
    "sb.set_style(style=\"whitegrid\")\n",
    "sb.set_color_codes()\n",
    "import scipy.ndimage\n",
    "from scipy.interpolate import griddata\n",
    "import numpy.ma as ma\n",
    "from numpy.random import uniform, seed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2.0.2'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iso.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "iso.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "## Generate Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean = [0, 0, 0]\n",
    "cov = [[1, 0, 0], [0, 1, 0],[0, 0, 1]]  # diagonal covariance\n",
    "Nobjs = 500\n",
    "x, y, z = np.random.multivariate_normal(mean, cov, Nobjs).T\n",
    "#Add manual outlier\n",
    "x[0]=3.3\n",
    "y[0]=3.3\n",
    "z[0]=3.3\n",
    "X=np.array([x,y,z]).T\n",
    "\n",
    "fig = plt.figure(figsize=(12,10))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.scatter(x,y,z,s=55,c='k')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Trees and training"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we are working with three dimensional data, there are two extension levels to the standard isolation Forest. The extension level 2 is of course the fully extended case. We provide examples for each extension level."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sample = 256\n",
    "F0 = iso.iForest(X,ntrees=500, sample_size=sample, ExtensionLevel=0) # Extension level 0 is the same as the standard Isolation Forest. \n",
    "F1 = iso.iForest(X,ntrees=500, sample_size=sample, ExtensionLevel=1)\n",
    "F2 = iso.iForest(X,ntrees=500, sample_size=sample, ExtensionLevel=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "## Scores and distributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true,
    "hidden": true
   },
   "outputs": [],
   "source": [
    "S0 = F0.compute_paths(X_in=X)\n",
    "S1 = F1.compute_paths(X_in=X)\n",
    "S2 = F2.compute_paths(X_in=X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "The distribution of anomaly scores are shown. By definition, anomalies are those that occur less frequently. So it makes sense that the number of points with higher anomaly scores reduces as the score increases. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/matias/miniconda3/lib/python3.6/site-packages/seaborn/distributions.py:218: MatplotlibDeprecationWarning: \n",
      "The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n",
      "  color=hist_color, **hist_kws)\n",
      "/home/matias/miniconda3/lib/python3.6/site-packages/seaborn/distributions.py:218: MatplotlibDeprecationWarning: \n",
      "The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n",
      "  color=hist_color, **hist_kws)\n",
      "/home/matias/miniconda3/lib/python3.6/site-packages/seaborn/distributions.py:218: MatplotlibDeprecationWarning: \n",
      "The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n",
      "  color=hist_color, **hist_kws)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax1 = plt.subplots(1,3,figsize=(15,5),sharey=True)\n",
    "\n",
    "sb.distplot(S0, kde=True, color=\"b\", ax=ax1[0], axlabel='Standard')\n",
    "sb.distplot(S1, kde=True, color=\"b\", ax=ax1[1], axlabel='Extension 1')\n",
    "sb.distplot(S2, kde=True, color=\"b\", ax=ax1[2], axlabel='Extension 2')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "Here we plot the points and highlight a 10 points with highest and 10 points with lowest anomaly scores. The two plots provide a comparison between the two algorithms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ss0=np.argsort(S0)\n",
    "ss1=np.argsort(S1)\n",
    "ss2=np.argsort(S2)\n",
    "\n",
    "f = plt.figure(figsize=(15,5))\n",
    "ax0 = f.add_subplot(131, projection='3d')\n",
    "ax0.scatter(x,y,z,s=55,c='b',alpha=0.1)\n",
    "ax0.scatter(x[ss0[-10:]],y[ss0[-10:]],z[ss0[-10:]],s=55,c='k',alpha=1)\n",
    "ax0.scatter(x[ss0[:10]] ,y[ss0[:10]] ,z[ss0[:10]] ,s=55,c='r')\n",
    "plt.title('Standard')\n",
    "\n",
    "ax1 = f.add_subplot(132, projection='3d')\n",
    "ax1.scatter(x,y,z,s=55,c='b',alpha=0.1)\n",
    "ax1.scatter(x[ss1[-10:]],y[ss1[-10:]],z[ss1[-10:]],s=55,c='k')\n",
    "ax1.scatter(x[ss1[:10]] ,y[ss1[:10]] ,z[ss1[:10]] ,s=55,c='r')\n",
    "plt.title('Extension 1')\n",
    "\n",
    "ax2 = f.add_subplot(133, projection='3d')\n",
    "ax2.scatter(x,y,z,s=55,c='b',alpha=0.1)\n",
    "ax2.scatter(x[ss2[-10:]],y[ss2[-10:]],z[ss2[-10:]],s=55,c='k')\n",
    "ax2.scatter(x[ss2[:10]] ,y[ss2[:10]] ,z[ss2[:10]] ,s=55,c='r')\n",
    "plt.title('Extension 2')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "hidden": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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